{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working with Arrayed Variables in XMILE Models\n",
    "\n",
    "This notebook illustrates how to work with XMILE models that contain arrays.\n",
    "\n",
    "BPTK_Py supports arrayed variables out of the box. You can access them easily just the way you would in Stella Equations. This lets you plot them easily. The advantage of analysing arrayed variables in BPTK_Py is that you can plot anything easily and quickly. It supports a rapid and quick analytics approach. Along with Jupyter, you can create great stories, pointing out cost drivers and growth opportunities for your business models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPTK_Py import bptk\n",
    "bptk = bptk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple arrayed model\n",
    "\n",
    "Let's have a look at an example. We are working with a model simulating a production chain. It comes with 2 dimensions (country and product). Country is any of Germany, England, Austria or Greece. The products are identified by numbers 1 to 3. \n",
    "\n",
    "The important components of the model are the 2 stocks ``Production`` and ``Inventory`` and the flows ``production start`` and ``production rate``. The converters mostly compute averages or means for demonstration purposes.\n",
    "\n",
    "![sd_arrayed_1.png](sd_arrayed_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot total of all dimensions\n",
    "\n",
    "Let us suppose, for an initial data analysis we want to get a high level overview over the inventory for all products in all countries.\n",
    "For this purpose, BPTK_Py supports the asterisk and array notation ``inventory[*,*]`` as we are used to from Stella Architect. For simplification purposes, we also added a shortcut. For the sum of all dimensions of a stock, you can just use the name of the stock without any array operator. \n",
    "\n",
    "Hence, plotting ``inventory[*,*]`` and ``inventory`` returns the same graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smArrayedVariables\"],\n",
    "    scenarios=[\"base\"], \n",
    "    equations=[\"inventory[*,*]\",\"inventory\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyse a single product inventory in all countries\n",
    "\n",
    "Now that we saw a rising inventory for all products in all countries, we want to get to the bottom of it and understand which product drives the inventory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smArrayedVariables\"],\n",
    "    scenarios=[\"base\"], \n",
    "    equations=[\"inventory[1,*]\",\"inventory[2,*]\",\"inventory[3,*]\"]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We learned that the inventory for product 1 is very high. Further analysis may include looking at the countries and where the inventory is especially high, i.e. plotting ``inventory`` for all countries: ``inventory[1,germany], inventory[1,england]`` and so on:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smArrayedVariables\"],\n",
    "    scenarios=[\"base\"], \n",
    "    equations=[\"inventory[1,germany]\",\"inventory[1,england]\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We observe that the inventory rises early in Germany but England quickly surpasses at t=3. Further analysis may be possible here. But for demonstration purposes, let us jump over to another interesting features.\n",
    "\n",
    "## Advanced Array Functions\n",
    "But for now, let's go ahead and look at more advanced plotting functions.\n",
    "BPTK_Py supports all array functions as outlined in the [Stella Architect builtins documentation](https://www.iseesystems.com/resources/help/v1-9/default.htm#08-Reference/07-Builtins/Array_builtins.htm)\n",
    "\n",
    "In the model, we built a converter ``average Inventory`` using the ``MEAN`` equation: ``MEAN(Inventory[*; *])``. The converter ``total Inventory`` uses the ``SUM`` function. It returns the same results as when using ``inventory[*,*]`` in BPTK_Py. The transpiler makes sure to translate the equations properly to simulate them in Python:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smArrayedVariables\"],\n",
    "    scenarios=[\"base\"], \n",
    "    equations=[\"averageInventory\",\"totalInventory\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finished\n",
    "\n",
    "That's it for now. You learned how easy it is to use arrayed elements in XMILE models inside BPTK_Py. This functionality lets you quickly analyse your model and draw conclusions, all within the great Jupyter environment!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
